imagining syntax

← mirror_v1

s4_e0

done · peak unseen_mismatch 92.6

α schedule

α 4.0 ×50 α 3.8261 ×50 α 3.6522 ×50 α 3.4783 ×50 α 3.3043 ×50 α 3.1304 ×50 α 2.9565 ×50 α 2.7826 ×50 α 2.6087 ×50 α 2.4348 ×50 α 2.2609 ×50 α 2.087 ×50 α 1.913 ×50 α 1.7391 ×50 α 1.5652 ×50 α 1.3913 ×50 α 1.2174 ×50 α 1.0435 ×50 α 0.8696 ×50 α 0.6957 ×50 α 0.5217 ×50 α 0.3478 ×50 α 0.1739 ×50 α 0.0 ×50

direction
descending
α range
0.0–4.0
stages
24

Figures

schedule.png
schedule.png
trajectory.png
trajectory.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.0

seen_* probed at reference α = 1.4 · unseen_* = held-out pairings, uniform (α-independent) · 1000 pairs per condition

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.7 ± 1.949.6 ± 1.049.9 ± 2.150.5 ± 1.2
100 58.6 ± 8.256.6 ± 6.654.3 ± 5.852.6 ± 4.2
150 78.0 ± 6.777.1 ± 6.065.7 ± 7.862.4 ± 7.1
200 84.2 ± 1.782.5 ± 1.568.3 ± 3.365.3 ± 3.1
250 87.3 ± 1.985.5 ± 1.569.8 ± 4.567.9 ± 3.3
300 90.5 ± 1.889.4 ± 1.574.9 ± 3.371.4 ± 4.6
350 91.2 ± 1.789.2 ± 2.374.3 ± 4.471.6 ± 4.7
400 92.0 ± 2.189.7 ± 1.876.3 ± 4.771.7 ± 6.2
450 94.3 ± 1.792.0 ± 1.881.0 ± 6.074.7 ± 7.0
500 95.0 ± 1.093.2 ± 1.580.9 ± 3.976.5 ± 5.3
550 96.3 ± 0.894.4 ± 1.184.9 ± 1.379.0 ± 3.9
600 97.1 ± 1.395.3 ± 1.486.8 ± 4.980.5 ± 7.0
650 98.3 ± 0.796.2 ± 0.990.6 ± 2.982.3 ± 5.8
700 98.5 ± 0.597.5 ± 0.591.9 ± 2.984.3 ± 5.0
750 99.4 ± 0.398.1 ± 0.795.3 ± 2.187.4 ± 5.1
800 99.7 ± 0.298.3 ± 0.996.6 ± 2.288.4 ± 7.6
850 99.9 ± 0.199.1 ± 0.598.1 ± 1.189.3 ± 7.6
900 100.0 ± 0.099.2 ± 0.899.1 ± 0.991.5 ± 8.9
950 100.0 ± 0.099.5 ± 0.499.4 ± 0.692.6 ± 4.1
1000 100.0 ± 0.096.5 ± 5.299.8 ± 0.283.9 ± 12.7
1050 100.0 ± 0.090.7 ± 9.4100.0 ± 0.177.5 ± 17.5
1100 100.0 ± 0.053.8 ± 33.499.8 ± 0.344.3 ± 31.7
1150 100.0 ± 0.036.2 ± 32.199.9 ± 0.132.0 ± 30.3
1200 100.0 ± 0.020.3 ± 21.799.8 ± 0.221.7 ± 23.0

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